In [1]:
from numpy import *

In [ ]:
from euler import product

In [2]:
a = array([
    [ 8,  2, 22, 97, 38, 15,  0, 40,  0, 75,  4,  5,  7, 78, 52, 12, 50, 77, 91,  8],
    [49, 49, 99, 40, 17, 81, 18, 57, 60, 87, 17, 40, 98, 43, 69, 48,  4, 56, 62,  0],
    [81, 49, 31, 73, 55, 79, 14, 29, 93, 71, 40, 67, 53, 88, 30,  3, 49, 13, 36, 65],
    [52, 70, 95, 23,  4, 60, 11, 42, 69, 24, 68, 56,  1, 32, 56, 71, 37,  2, 36, 91],
    [22, 31, 16, 71, 51, 67, 63, 89, 41, 92, 36, 54, 22, 40, 40, 28, 66, 33, 13, 80],
    [24, 47, 32, 60, 99,  3, 45,  2, 44, 75, 33, 53, 78, 36, 84, 20, 35, 17, 12, 50],
    [32, 98, 81, 28, 64, 23, 67, 10, 26, 38, 40, 67, 59, 54, 70, 66, 18, 38, 64, 70],
    [67, 26, 20, 68,  2, 62, 12, 20, 95, 63, 94, 39, 63,  8, 40, 91, 66, 49, 94, 21],
    [24, 55, 58,  5, 66, 73, 99, 26, 97, 17, 78, 78, 96, 83, 14, 88, 34, 89, 63, 72],
    [21, 36, 23,  9, 75,  0, 76, 44, 20, 45, 35, 14,  0, 61, 33, 97, 34, 31, 33, 95],
    [78, 17, 53, 28, 22, 75, 31, 67, 15, 94,  3, 80,  4, 62, 16, 14,  9, 53, 56, 92],
    [16, 39,  5, 42, 96, 35, 31, 47, 55, 58, 88, 24,  0, 17, 54, 24, 36, 29, 85, 57],
    [86, 56,  0, 48, 35, 71, 89,  7,  5, 44, 44, 37, 44, 60, 21, 58, 51, 54, 17, 58],
    [19, 80, 81, 68,  5, 94, 47, 69, 28, 73, 92, 13, 86, 52, 17, 77,  4, 89, 55, 40],
    [ 4, 52,  8, 83, 97, 35, 99, 16,  7, 97, 57, 32, 16, 26, 26, 79, 33, 27, 98, 66],
    [88, 36, 68, 87, 57, 62, 20, 72,  3, 46, 33, 67, 46, 55, 12, 32, 63, 93, 53, 69],
    [ 4, 42, 16, 73, 38, 25, 39, 11, 24, 94, 72, 18,  8, 46, 29, 32, 40, 62, 76, 36],
    [20, 69, 36, 41, 72, 30, 23, 88, 34, 62, 99, 69, 82, 67, 59, 85, 74,  4, 36, 16],
    [20, 73, 35, 29, 78, 31, 90,  1, 74, 31, 49, 71, 48, 86, 81, 16, 23, 57,  5, 54],
    [ 1, 70, 54, 71, 83, 51, 54, 69, 16, 92, 33, 48, 61, 43, 52,  1, 89, 19, 67, 48],
])

In [3]:
n = 4

In [4]:
a[2, 3]


Out[4]:
73

In [5]:
a[(2, 3)]


Out[5]:
73

In [6]:
a[2, 3:3+n]


Out[6]:
array([73, 55, 79, 14])

In [7]:
a[2:2+n, 3]


Out[7]:
array([73, 23, 71, 60])

In [9]:
%timeit product(range(1, 100))
product(range(1, 100))


10000 loops, best of 3: 28.1 us per loop
Out[9]:
933262154439441526816992388562667004907159682643816214685929638952175999932299156089414639761565182862536979208272237582511852109168640000000000000000000000L

In [10]:
import operator

def product(x):
    return reduce(operator.mul, x)

In [11]:
%timeit product(range(1, 100))
product(range(1, 100))


10000 loops, best of 3: 27.8 us per loop
Out[11]:
933262154439441526816992388562667004907159682643816214685929638952175999932299156089414639761565182862536979208272237582511852109168640000000000000000000000L

In [12]:
product(a[2:2+n, 3])


Out[12]:
7152540

In [13]:
a.shape


Out[13]:
(20, 20)

In [14]:
[i + 2 * n for i in a.shape]


Out[14]:
[28, 28]

In [15]:
aa = zeros([i + 2 * n for i in a.shape], dtype=int)
aa[n:n+a.shape[0], n:n+a.shape[1]] = a
print aa[4, 4]
print aa[(4, 4)]


8
8

In [16]:
def make_directions():
    directions = set([])
    for dir in [(x, y) for x in (1, 0, -1) for y in (1, 0, -1)]:
        if dir == (0, 0):
            continue
        if (-dir[0], -dir[1]) not in directions:
            directions.add(dir)
    return directions

In [17]:
make_directions()


Out[17]:
set([(0, 1), (1, 0), (1, -1), (1, 1)])

In [18]:
def foo(n):
    max_product = 0
    if True:
        for p in ((x, y) for x in xrange(n, n+a.shape[0]) for y in xrange(n, n+a.shape[1])):
           max_product  = max(
                max_product, 
                product(aa[p[0], p[1]:p[1]+n]), 
                product(aa[p[0]:p[0]+n, p[1]]))
    return max_product

In [19]:
%timeit foo(n)
foo(n)


100 loops, best of 3: 7.31 ms per loop
Out[19]:
51267216

In [20]:
def foo(n):
    max_product = 0
    for dir in make_directions():
        dir = array(dir)
        for p in ((x, y) for x in xrange(n, n+a.shape[0]) for y in xrange(n, n+a.shape[1])):
            q = product([aa[tuple(p + i * dir)] for i in range(n)])
            # print p, q
            if q > max_product:
                max_product = q
    return max_product

In [21]:
%timeit foo(n)
foo(n)


1 loops, best of 3: 209 ms per loop
Out[21]:
70600674

In [22]:
def foo(n):
    max_product = 0
    for dir in make_directions():
        dir = array(dir)
        for p in ((x, y) for x in xrange(n, n+a.shape[0]) for y in xrange(n, n+a.shape[1])):
            max_product = max(max_product,
                product([aa[tuple(p + i * dir)] for i in range(n)]))
    return max_product

In [23]:
%timeit foo(n)
foo(n)


1 loops, best of 3: 209 ms per loop
Out[23]:
70600674